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This study aims to apply the model principal component analysis to reduce multicollinearity on variable currency exchange rate in eight countries in Asia against US Dollar including the Yen (Japan), Won (South Korea), Dollar (Hong Kong), Yuan (China), Bath (Thailand), Rupiah (Indonesia), Ringgit (Malaysia), Dollar (Singapore). It looks at yield levels of multicollinierity which is smaller in comparison with PCA applications using multiple regression. This study used multiple regression test and PCA application to investigate the differences in multicollinearity at yield. From this research, it can be concluded that the use of PCA analysis applications can reduce multicollinearity in variables in doing research.

Background and purpose: This study investigated Indonesian and Japanese senior high-school students' understanding of electrochemistry concepts. Sample: The questionnaire was administered to 244 Indonesian and 189 Japanese public senior high-school students. Design and methods: An 18-item multiple-choice questionnaire relating to five conceptual categories (reactions occurring during electrolysis, differences between electrolytic and voltaic cells, movement of ions in voltaic cells, poles in voltaic cells, voltaic cell reactions) was administered. Results: The findings of this study show that difficulties and alternative conceptions previously reported in the literature are held equally by students from a developing and developed country, Indonesian and Japan respectively. Conclusions: Collectively, the findings suggest that students' understanding of electrochemistry concepts is relatively weak. Students from both samples shared common difficulties and displayed several alternative conceptions dealing with electrolysis, electricity flow, the voltaic cell and the electrode reactions. Not surprisingly, the students displayed limited consistency in understanding of the concepts in the five categories. This study has implications for teaching and learning, particularly in classroom discussions using models and computer animations in order to reinforce understanding at the sub-microscopic level. (Contains 7 tables and 2 figures.)

This study investigated Indonesian and Japanese students' understandings of macroscopic and submicroscopic levels of representing matter and its changes and the difficulties they have with these concepts. A multiple-choice questionnaire was constructed and delivered to 447 Indonesian and 446 Japanese public senior high school students. The data were analyzed using quantitative and qualitative methods. The findings of the study show students' understandings of macro- and submicroscopic levels are stronger for higher-grade levels, except that the Indonesian students' pattern is slightly different. The average percentage of students responding correctly on the macroscopic level ranges between 62% and 69% (Indonesia) and between 58% and 73% (Japanese), whereas on the submicroscopic level ranges between 56% and 62% (Indonesian) and 44% and 66% (Japanese). Their understandings of the macroscopic level, however, are higher than for the submicroscopic level. The soundness of students' understandings of the concepts increases with grade level, except for Indonesian pattern slightly different. The average percentage of students responding correctly ranges between 37% and 48% (Indonesian) and between 28% and 52% (Japanese). Furthermore, students' level of sound understandings of the concepts is lower than their understandings on either the macroscopic level or the submicroscopic level. It is found that students have great difficulties with and hold some alternative conceptions of the concepts of homogeneous mixtures, phase changes from solid to liquid, and phase changes from solid to gas. The study has implications, for example, the use of several routes to meaningful learning and the careful use of technical words.

This study investigated Indonesian and Japanese senior high-school students' understanding of electrochemistry concepts. The questionnaire was administered to 244 Indonesian and 189 Japanese public senior high-school students. An 18-item multiple-choice questionnaire relating to five conceptual categories (reactions occurring during electrolysis, differences between electrolytic and voltaic cells, movement of ions in voltaic cells, poles in voltaic cells, voltaic cell reactions) was administered. The findings of this study show that difficulties and alternative conceptions previously reported in the literature are held equally by students from a developing and developed country, Indonesian and Japan respectively. Collectively, the findings suggest that students' understanding of electrochemistry concepts is relatively weak. Students from both samples shared common difficulties and displayed several alternative conceptions dealing with electrolysis, electricity flow, the voltaic cell and the electrode reactions. Not surprisingly, the students displayed limited consistency in understanding of the concepts in the five categories. This study has implications for teaching and learning, particularly in classroom discussions using models and computer animations in order to reinforce understanding at the sub-microscopic level. [ABSTRACT FROM AUTHOR]

This study investigated Indonesian and Japanese students’ understandings of macroscopic and submicroscopic levels of representing matter and its changes and the difficulties they have with these concepts. A multiple-choice questionnaire was constructed and delivered to 447 Indonesian and 446 Japanese public senior high school students. The data were analyzed using quantitative and qualitative methods. The findings of the study show students’ understandings of macro- and submicroscopic levels are stronger for higher-grade levels, except that the Indonesian students’ pattern is slightly different. The average percentage of students responding correctly on the macroscopic level ranges between 62% and 69% (Indonesia) and between 58% and 73% (Japanese), whereas on the submicroscopic level ranges between 56% and 62% (Indonesian) and 44% and 66% (Japanese). Their understandings of the macroscopic level, however, are higher than for the submicroscopic level. The soundness of students’ understandings of the concepts increases with grade level, except for Indonesian pattern slightly different. The average percentage of students responding correctly ranges between 37% and 48% (Indonesian) and between 28% and 52% (Japanese). Furthermore, students’ level of sound understandings of the concepts is lower than their understandings on either the macroscopic level or the submicroscopic level. It is found that students have great difficulties with and hold some alternative conceptions of the concepts of homogeneous mixtures, phase changes from solid to liquid, and phase changes from solid to gas. The study has implications, for example, the use of several routes to meaningful learning and the careful use of technical words. [ABSTRACT FROM AUTHOR]